Nicola Blefari Melazzi’s research while affiliated with University of Rome Tor Vergata and other places

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Publications (92)


5G positioning with software-defined radios
  • Article

June 2024

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45 Reads

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5 Citations

Computer Networks

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Lorenzo Maria Monteforte

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[...]

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Nicola Blefari Melazzi

Positioning is a key focus in 5G standardization, starting with 3GPP Release 16. However, most of the effort from the research community and work presented in the technical standardization has been limited mainly to simulation studies. This paper explores the use of software-defined radios (SDRs) platforms for 5G positioning, presenting an overview of the current state-of-the-art and available open-source platforms. Utilizing an advanced SDR-based multi-gNodeBs (gNBs) synchronized testbed, the paper conducts a series of time-based, over-the-air measurements. Results offer insights into the impact of various real-world system parameters, such as the number of gNBs, transmission bandwidth, signal processing techniques, and localization algorithms on positioning accuracy and Time to First Fix (TTFF). These findings provide a pathway for the cost-effective and efficient implementation of high-precision 5G localization systems. The paper contributes to advancing both theoretical understanding and practical applications, serving as a guide for the development of 5G positioning technology.




Fig. 1 OFDM modulation in the downlink channel
Fig. 2 3GPP 5G positioning architecture [3]
Fig. 7 Multi-link approach experimental area with gNBs and UE positions
Experimental assessment of SDR-based 5G positioning: methodologies and insights
  • Article
  • Full-text available

September 2023

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322 Reads

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11 Citations

annals of telecommunications - annales des télécommunications

While GPS has traditionally been the primary positioning technology, 3GPP has more recently begun to include positioning services as native, built-in features of future-generation cellular networks. With Release 16 of the 3GPP, finalized in 2021, a significant standardization effort has taken place for positioning in 5G networks, especially in terms of physical layer signals, measurements, schemes, and architecture to meet the requirements of a wide range of regulatory, commercial and industrial use cases. However, experimentally driven research aiming to assess the real-world performance of 5G positioning is still lagging behind, root causes being (i) the slow integration of positioning technologies in open-source 5G frameworks, (ii) the complexity in setting up and properly configuring a 5G positioning testbed, and (iii) the cost of a multi-BS deployment. This paper sheds some light on all such aspects. After a brief overview of state of the art in 5G positioning and its support in open-source platforms based on software-defined radios (SDRs), we provide advice on how to set up positioning testbeds, and we demonstrate, via a set of real-world measurements, how to assess aspects such as reference signal configurations, localization algorithms, and network deployments. Our contribution further includes an assessment of the efficacy of utilizing measurements obtained from a single-link limited-size testbed to forecast localization performance in more elaborate (and hence more expensive) multi-node network settings. We posit that our methodological insights can assist in lowering the entry cost barriers associated with conducting 5G positioning experiments and, consequently, promote additional experimental research in this domain.

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Innovative Attack Detection Solutions for Wireless Networks With Application to Location Security

January 2022

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30 Reads

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13 Citations

IEEE Transactions on Wireless Communications

Modern wireless communication networks are threatened by new generations of radio hackers. These are skilled attackers equipped with low-cost software radios, suitably instrumented so as to monitor, degrade, or even alter the radio signals. The aim of this paper is to devise innovative detection architectures against the most common classes of threats: broad-band noise jammers, whose goal is to reduce the signal-to-noise ratio, and spoofing/meaconing attacks, which aim to inject false or incorrect information into the receiver. To this end, we resort to the hypothesis testing theory and solve the associated problems by means of the GLRT possibly accounting for penalty terms. The resulting decision schemes represent the main technical novelty of this work. The analysis of their performance focuses on a location security case study for 4G/5G cellular networks. To this end, we leverage measurement models from the cellular localization literature and generate data according to these models. The numerical results show the effectiveness of the proposed approaches in comparison with suitable counterparts.


Positioning and Sensing for Vehicular Safety Applications in 5G and Beyond

November 2021

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75 Reads

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76 Citations

IEEE Communications Magazine

This article presents a shared vision among stakeholders across the value chain on the use of radio positioning and sensing for road safety in the 5G ecosystem. The key enabling technologies and architectural functionalities are explored, focusing on the extremely stringent localization and communication requirements. A case study for joint radar and communication using experimental data showcases the potential of the new enablers that are paving the way toward enhanced road safety in beyond 5G scenarios.


Citations (63)


... A more simplified description of the 5G positioning architecture can also be found in other papers ( [6], [11], [12]). When a target UE, for example, the smartwatch of the patient in need is sending data via its serving gNB over the control plane to the 5G core network, the transmitted data are first interpreted by the Access and Mobility Management Function (AMF). ...

Reference:

Performance Analysis of 5G Positioning Procedures on Resource-Constrained Devices
5G positioning with software-defined radios
  • Citing Article
  • June 2024

Computer Networks

... The HOP-5G project [53,54] sponsored the development of the PRS in OAI for DL-TDoA positioning for FR1 and FR2, demonstrating the feasibility of these techniques. Based on this work, [55] built a testbed with three OAI gNBs and one OAI UE leveraging the PRS transmissions for DL-TDoA positioning. More recently, a novel framework presented in [56] Figure 2 depicts the 5G system architecture with its main NFs. ...

Experimental assessment of SDR-based 5G positioning: methodologies and insights

annals of telecommunications - annales des télécommunications

... As UE, several commercial-off-the-shelf (COTS) devices can be employed, with different supports to standard protocols and signals. Existing literature proposing experimental testbeds explored the support of RAN software suites for 5G positioning [8]- [12], by relying on simulations to abstract missing software components (e.g., for network functions) and positioning protocols, and by configuring Software-Defined Radio (SDR) as UEs. Yet, an E2E implementation of a 5G positioning system using off-the-shelf devices and existing RAN solutions is still missing. ...

From Experiments to Insights: A Journey in 5G New Radio Localization
  • Citing Conference Paper
  • June 2023

... dApps can enable dynamic Channel State Information (CSI) compression in coordination with UEs [31], as well as custom AI/ML models for channel estimation that can be tailored to specific user conditions and requirements. dApps can also be used to process reference and synchronization signals for use cases not traditionally considered within RAN nodes, e.g., sensing and positioning [32]. ...

5G Positioning with SDR-based Open-source Platforms: Where do We Stand?
  • Citing Conference Paper
  • November 2022

... Jamming and eavesdropping can lead to potential denial-of-service and privacy breaches, while other threats may cause additional problems related to applications and specific use cases. Other studies [4,[22][23][24] have examined the impacts of attacks and the corresponding mitigation strategies for localization services specifically within 5G systems. These findings can also be applied to sensing scenarios in IoT and ISAC contexts. ...

Innovative Attack Detection Solutions for Wireless Networks With Application to Location Security
  • Citing Article
  • January 2022

IEEE Transactions on Wireless Communications

... However, all of them are limited to a particular aspect (e.g., user, network, or infrastructure) of a 5G network. There are a few works (e.g., [36]) that quantify other aspects of 5G, but they do not evaluate its security posture. Ericsson researchers recommend continuous monitoring, logging, least privilege principles, data encryption, threat detection and response, etc. to evaluate security posture and identify areas for improvement [37]. ...

Uncertainty Quantification of 5G Positioning as a Location Data Analytics Function
  • Citing Conference Paper
  • June 2022

... In [49], the author exposes the benefits of 5G position-ing for Vehicular Safety Applications. The development of V2X technology in 5G enables interaction between cars and a variety of components on the road, including roadside infrastructure and units, people and networks. ...

Positioning and Sensing for Vehicular Safety Applications in 5G and Beyond
  • Citing Article
  • November 2021

IEEE Communications Magazine

... This section shows some of the research that is conducted on D2D technology, and even some potential solutions for COVID-19 contact tracing. In [7], the authors introduce how cellular networks can be exploited for contact tracing, especially as 5G networks play an essential role in contact tracing and monitoring of accurate location awareness. In [8], the paper shows a COVID-19 contact monitoring application based on D2D communication, where Wi-Fi Direct is utilized to trace the region's contacts and explore comparable approaches that are created with a focus on Google and Apple exposure alerts. ...

5G and Beyond for Contact Tracing
  • Citing Article
  • September 2021

IEEE Communications Magazine

... Cryptography and physical layer integrity ensure that the data is protected from malicious attacks, unauthorized alterations, and eavesdropping through the use of encryption, authentication, and other security mechanisms [25]- [31]. Statistical integrity, on the other hand, is focused on ensuring that the received data is consistent with the expected behavior of the system and that any anomalies are detected and corrected [32]- [40]. ...

Design and Experimental Assessment of Detection Schemes for Air Interface Attacks in Adverse Scenarios
  • Citing Article
  • June 2021

IEEE Wireless Communications Letters

... Moreover, enhanced LBS applications now provide valuable insights into user behavior, traffic patterns, and resource management, contributing to smarter cities and more efficient systems. With the continued evolution of GNSS and LBS technologies, the use of location information has become far easier, empowering individuals and organizations to leverage spatial data for improved planning, resource allocation, and overall decision-making [19]. The integration of IoT sensor networks with LBS technologies and its transformative impact on positioning capabilities are utilized to enhance applications in environmental monitoring. ...

Location-Based Analytics in 5G and Beyond

IEEE Communications Magazine